Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426038	CLM	Evelyn Yang	1985-12-24	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-410445	CLM	Kathy Burton	1947-07-15	UHC-48446-12	—	3808 Harbor Blvd, Scottsdale, AZ, 85292	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-418779	CLM	Luis Nichols	1947-03-14	UHC-85196-78	6354756215	5706 Lincoln Way, Atlanta, GA, 30316	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-419044	CLM	Donald Reyes	1991-06-19	—	—	2262 Highland Ave, San Antonio, TX, 78211	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-138994	ENR	Aaron O Hawkins	1940-08-13	UHC-48102-12	9699936169	4087 Grand Ave, Tempe, AZ, 85246	0.82	Name split from “Last, First”Email lower-cased Whitespace trimmed
ENR-105296	ENR	Nicholas Peters	2003-12-08	UHC-84370-69	3904525315	9525 Forest Ave, Las Vegas, NV, 89125	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-21908	PRV	Cheryl Campell	1989-09-23	—	6574791634	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-25716	PRV	Robert Pena	1996-09-07	UHC-83450-57	6343820671	—	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
PRV-26915	PRV	Joseph Kim	1952-01-04	UHC-77559-61	—	1052 Jefferson Ave, San Antonio, TX, 78256	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-115773	ENR	Gabriel Reynolds	1939-04-23	UHC-02655-16	8529219991	3079 Valley View Dr, Las Vegas, NV, 89138	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
PRV-22016	PRV	Nancy H Spencer	2008-09-06	UHC-62462-17	6803761098	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-420592	CLM	Kim Green	1987-03-15	—	9086782047	784 Harbor Blvd, Glendale, AZ, 85368	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-62933	TPA	Tom Wang	1942-08-14	—	—	1523 Sage Ct, Phoenix, AZ, 85029	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-400890	CLM	Laura Tucker	1994-01-10	UHC-80382-94	—	8125 Indian School Rd, Tampa, FL, 33615	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-134299	ENR	Anna Rios	1952-11-10	UHC-02264-18	7685792406	30 Pine Dr, Dallas, TX, 75265	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-128151	ENR	Emma Dean	2001-02-28	UHC-64762-98	2672224022	4006 Meadow Ln, Nashville, TN, 37231	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-410727	CLM	Jose Weber	1957-04-10	UHC-75597-59	—	—	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
ENR-121521	ENR	Charles H Simmons	1970-12-02	UHC-73593-30	5112722012	9267 Union St, Plano, TX, 75074	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-420145	CLM	Marcus X Bishop	2007-09-13	UHC-31910-58	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-100977	ENR	Peggy Pena	1985-10-06	UHC-72281-10	9358328314	978 Market St, Eden Prairie, MN, 55319	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
CLM-427199	CLM	Laura Silva	1989-04-13	UHC-50366-19	7122348745	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-409355	CLM	Danielle I Andersno	1985-08-09	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-424159	CLM	Danielle Herrera	1948-03-21	UHC-14995-82	4577387148	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-104448	ENR	Bruce Carr	1996-02-21	UHC-44424-97	6935033122	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-426567	CLM	Peter Olson	1976-02-17	UHC-64174-06	—	1042 Sunset Blvd, Chandler, AZ, 85207	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-429713	CLM	Shirley Cunningham	1973-12-10	—	—	3784 Central Ave, Seattle, WA, 98167	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-28271	PRV	Jesse Baker	1985-01-05	—	3199329132	—	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
TPA-61251	TPA	Joe Howll	1964-08-20	UHC-75983-70	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-140904	ENR	Kevin Hoffmna	2006-10-27	UHC-32542-84	8928082700	3210 Park Pl, Miami, FL, 33188	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-120707	ENR	Jennifer E Carlson	1959-12-01	UHC-79300-62	8979898499	1442 Sage Ct, Atlanta, GA, 30304	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-121752	ENR	Madison Salazar	2008-11-02	UHC-02734-31	3106157841	187 Pine Dr, Austin, TX, 78748	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-429623	CLM	Ronald Valdez	2002-06-14	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-418218	CLM	Maria J Nichols	2008-12-19	UHC-08241-19	8145231111	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-426711	CLM	Charles Morrison	1953-01-11	—	—	5824 Lincoln Way, Phoenix, AZ, 85017	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-406119	CLM	Judith H Rivera	1953-09-08	UHC-82345-54	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-24663	PRV	Larry L Morales	2002-09-18	—	6217476977	1782 Ridge Rd, Sacramento, CA, 95853	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-408151	CLM	Christian N Taylor	1940-05-07	UHC-16429-28	6009992787	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-410389	CLM	Jeremy Cook	1948-08-19	UHC-20902-98	5055715690	9672 Baseline Rd, Gilbert, AZ, 85207	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-60973	TPA	Brandon N Smith	1958-10-14	UHC-72514-77	—	1746 Bayshore Dr, Dallas, TX, 75258	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-29380	PRV	Karen Rose	1993-11-16	UHC-41271-45	8776486886	1976 Willow Ct, Las Vegas, NV, 89101	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-119116	ENR	Roger S Thompson	1983-07-07	UHC-89725-83	9509890021	4891 Cedar Ln, Tampa, FL, 33663	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-129000	ENR	Ralph Espinoza	1983-11-01	UHC-17669-47	4522005935	7348 Canyon Rd, Mesa, AZ, 85284	0.82	Name split from “Last, First”Phone reformatted State code upper-cased
CLM-402132	CLM	Diane U Stone	2000-02-21	—	9333401447	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-130233	ENR	Megan Rius	1951-04-03	UHC-47867-27	8323654987	9068 Central Ave, Atlanta, GA, 30361	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
CLM-417749	CLM	Jose Scott	1979-05-02	UHC-23800-23	—	1716 Ridge Rd, Nashville, TN, 37283	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
PRV-21701	PRV	Terry James	1977-02-05	—	8332920171	7796 Camelback Rd, Mesa, AZ, 85273	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-51240	TPA	Wayne Coleman	1961-12-22	UHC-27015-08	—	691 Grand Ave, Tampa, FL, 33621	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-142996	ENR	Joan Weber	1973-06-08	UHC-20455-78	7336222683	9509 Park Pl, San Diego, CA, 92153	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-104112	ENR	Carlos Z Devis	1969-10-11	UHC-97594-71	—	7596 Indian School Rd, Phoenix, AZ, 85098	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-100135	ENR	Jack Moreno	1945-12-03	UHC-65621-78	3549843003	3224 River Rd, Las Vegas, NV, 89199	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed

9,980 rows, page 182 of 200Previous Next